columbia basin climate

Lee. Des accroissements gnraliss simuls de la rhumidification du sol en automne et en hiver dans les secteurs o l'accumulation de neige en hiver est importante (sous le climat actuel) appuient les hypothses de risque accru de glissement de terrain et de transport de sdiments durant l'hiver dans le futur. The two time periods also represent very different patterns of decadal climate variability in the historical record, providing a useful test in the context of simulating a changing climate. Until recently, a climate-change induced shift in water supply was the story of the Columbia River Basin's future. Snowmelt-dominant basins in the United States, which are somewhat warmer and do not experience as much precipitation change in the scenarios, show increases in winter flow, earlier and reduced peak flow in spring, followed by an earlier streamflow recession and lower flows in late summer (e.g., Columbia River at The Dalles in Fig. Preparing for climatic change: The water, salmon, and forests of the Pacific Northwest. Daily and monthly streamflow for each streamflow site are provided in two formats: a) raw VIC simulations, and b) bias-adjusted simulations. Since 2014, the RDI has engaged in applied research related to community climate adaptation. Originating in British Columbia, it flows 1,214 miles to the Pacific Ocean near Astoria, Oregon. 135 0 obj <>stream (, Washington State Department of Community Trade and Economic Development, Distributed Hydrology Soil Vegetation Model, A Monte Carlo hydropower and water resources simulation model developed by the NWPCC, Hybrid Delta statistical downscaling method, HYDropower SIMulation, a hydropower and water resources simulation model used by the BPA in the CRB, Intergovernmental Panel on Climate Change. The HD method was also selected as the basis for the main summary products derived for each river location (see description below), primarily because it was capable of providing good performance over the complete range of products produced by the CBCCSP (Hamlet et al., 2010a). These annual peak daily flows are then ranked and assigned a quantile value using an unbiased quantile estimator based on the method of Cunane (Stedinger, Vogel, & Foufoula-Georgiou, Citation1993). The largest increases in flooding are in mixed-rain-and-snow basins whose current mid-winter temperatures are within a few degrees of freezing. Yorgey, G. G., Rajagopalan, K., Chinnayakanahalli, K., Brady, M., Barber, M. E., Nelson, R., Stockle, C. S., Kruger, C. E., Dinesh, S., Malek, K., Yoder, J., & Adam, J. C. (2011). Weather for Monday, Feb. 27. 12). In this section we provide an overview of the methods associated with the primary elements of the CBCCSP. Dark red lines show the average of the climate change ensemble. 7 Left panel: Simulated historical 1 April snow water equivalent (SWE) (upper right) and percentage changes in 1 April SWE for two emissions scenarios and three future time periods extracted from the CD VIC scenarios. This web site provides streamflow information for the Columbia River and coastal drainages in Washington and Oregon State for the 21st century based on a large number of climate scenarios and model experiments. Act relating to water resource management in the Columbia river basin, H.R. These extensive and ongoing research activities have also been materially supported by the long-term outreach and education programs of CIG, which have, from the outset, fully recognized the transboundary nature of the CRB (Hamlet, Citation2003; Miles et al., Citation2000) and responded by promoting sustained, long-term interaction with CRB researchers and stakeholders in the United States and Canada (Hamlet, Citation2011). The approach and methods are more fully described in the study report (Hamlet, Carrasco, et al., Citation2010a, Chapter 3) and also by Elsner et al. 120 0 obj <>/Filter/FlateDecode/ID[<6FB239FABFBE0241AD2ED78CAB939AAB><0AF5FFF7A9777A438917926E6F546C9A>]/Index[95 41]/Info 94 0 R/Length 116/Prev 312890/Root 96 0 R/Size 136/Type/XRef/W[1 3 1]>>stream The choice of the A1B scenario, however, was informed by the authors viewpoint that this scenario is an instructive and plausible scenario reflecting relatively little GHG mitigation until mid-century (similar to A2 until about 2050), followed by more effective GHG mitigation efforts in the second half of the twenty-first century as impacts intensify. 3099067 2013a. Les plus fortes augmentations dans les crues sont dans les bassins de pluie et neige mles dont les tempratures actuelles au milieu de l'hiver sont quelques degrs du point de conglation. These results support the hypothesis that widespread increases in winter landslide risks and sediment transport in rivers are likely to accompany increased winter precipitation and loss of interannual snowpack in mountain watersheds. The Assessment will result in a better understanding the potential impacts of climate change on the eight components identified in SECURE in the Columbia River Basin. One of the first major efforts of CIG in this area was focused on the preparation of a detailed and comprehensive regional assessment report for the PNW for the 1999 National Assessment of the Impacts of Climate Variability and Change in the United States (ultimately published as Mote et al., Citation2003). (Citation2010), but the essential idea behind the methods is that monthly gridded data are based only on serially complete and quality-controlled HCN and AHCCD stations (thus ensuring self-consistent long-term trends based on the same group of stations), but daily variations within the month come from re-gridded daily co-op station data, which add additional spatial detail on an event basis at daily time scales (Hamlet & Lettenmaier, Citation2005). The CBCCSP (and extensions over the west) has greatly reduced the costs of these types of studies by supplying (at essentially no cost) a wide range of high-quality hydrologic scenarios as a foundation for further work. Simulation of spatial variability in snow and frozen soil, A multi-model ensemble approach to assessment of climate change impacts on the hydrology and water resources of the Colorado River basin, CIG (Climate Impacts Group). This extreme scenario, however, was only run by a few GCMs, which ultimately limits the ability to show consistent ranges of outcomes for each emissions scenario. The approach used a refined version of the methods established by Hamlet and Lettenmaier (Citation2005), which created a hybrid historical meteorological dataset based on three primary data resources: a) monthly HCN data in the United States and the similar AHCCD datasets in Canada, b) daily data from the cooperative station network in the United States (co-op stations) and similar data from Environment Canada, and c) a monthly climatology (19712000) for precipitation and daily minimum and maximum temperatures at 30 arc-second resolution produced using the PRISM (Daly, Gibson, Taylor, Johnson, & Pasteris, Citation2002; Daly, Neilson, & Phillips, Citation1994; DiLuzio, Johnson, Daly, Eischeid, & Arnold, Citation2008). Many river locations that were submitted for consideration were at gauging locations supported by the USGS and ECAN, or at locations associated with important water resources monitoring needs (e.g., checkpoints for flood control, water supply, or environmental flows) or infrastructure (e.g., dams and diversion points). In 2008, many of the financial and institutional barriers to climate change assessment and adaptation that had been erected over the preceding eight years by the Bush Administration were substantially reduced by the incoming Obama Administration. Implications of global climate change for snowmelt hydrology in the 21st century, Modeling snow accumulation and ablation processes in forested environments, Uncertainties in hydrologic and climate change impact analyses in headwater basins of British Columbia. How do I view content? Naturalized flow products from specific sites were also used to provide naturalized inflows at model nodes needed to run the USBR MODSIM (Labadie, Citation2007) reservoir model for the Snake River basin. For example, to support academic or agency researchers with their own hydrologic modelling capability, the study provides projections of meteorological drivers such as temperature, precipitation, solar radiation, and humidity and a calibrated VIC hydrologic model implementation. The summary figures for water balance variables at each site have the same format, two examples of which are shown in Fig. Bias-correction procedures provide an alternative statistical approach that effectively avoids these difficulties (Shi, Wood, & Lettenmaier, Citation2008; Snover et al., Citation2003). completed or are ongoing in the Columbia River Basin. By closing this message, you are consenting to our use of cookies. About 50 of the 80 sites evaluated show monthly NSE scores greater than or equal to approximately 0.7 (good to excellent fit). Detailed information about the study can be found under Documentation, while model results can be found under Data. Fig. Three VIC model calibration parameters described above were varied in the optimization process, and six error metrics were used to define the objective function: squared correlation coefficient (R 2), NSE, the NSE of log-transformed data, annual volume error, mean hydrograph peak difference, RMSE, and number of sign changes in the simulated streamflow errors. Prior climate change datasets for the CRB produced by CIG (using CMIP2/TAR projections) only included about 20 river sites (e.g., NWPCC, Citation2005; Snover et al., Citation2003) and provided very limited support for planning efforts at smaller spatial scales. 'High Uncertainty' is indicated when Mahalanobis Distance is >1. Dave Rodenhuis, Markus Schnorbus, Arelia Werner, and Katrina Bennett at PCIC at the University of Victoria, British Columbia, also provided in-kind support and funding for collaborative research which contributed materially to this project. Interactive influences of climate change and agriculture on aquatic habitat in a Pacific Northwestern watershed, PROJECTED CLIMATE CHANGES OVER THE MIDWEST AND GREAT LAKES REGION, River Bed Elevation Variability Reflects Sediment Supply, Rather Than Peak Flows, in the Uplands of Washington State, Springs as hydrologic refugia in a changing climate? USFWS (US Fish & Wildlife Service). Mitigating the effects of climate change on the water resources of the Columbia River basin, Downscaling simulations of future global climate with application to hydrologic modeling, Review of scenario selection and downscaling methods for the assessment of climate change impacts on hydrology in the United States Pacific Northwest. Hamlet, A. F., Carrasco, P., Deems, J., Elsner, M. M., Kamstra, T., Lee, C., Lee, S-Y, Mauger, G., Salathe, E. P., Tohver, I., & Binder, L. W. (2010a). To produce the bias-adjusted flows, a bias correction procedure using quantile mapping techniques is applied (Elsner et al., Citation2010; Snover et al., Citation2003; Vano et al., Citation2010). As noted above, the study also supports planning efforts over a wide range of geographic scales. Tague, Grant, Farrell, Choate and Jefferson (Citation2008) showed analogous differences between watersheds in the PNW based on the relative contribution of groundwater to base flows. 9 Left panel: Historical estimates of summer (JJA) potential evapotranspiration (PET) (based on PET3, see Table 2) (upper right) compared with percentage changes in PET for two emissions scenarios and three future time periods from the CD scenarios. 3. .. slide 2 of 5. Columbia Basin Dive Rescue has been serving the community for almost 50 years. Confirming the sensitivity to warming demonstrated in earlier studies, the CBCCSP results show widespread reductions in the 1 April snowpack, and systematic reductions in the long-term average SWE2PR, a measure of the importance of snow in the hydrologic cycle (Fig. Eleven of the last twelve years (1995 -2006) rank among the 12 warmest years in the instrumental record of global surface temperature (since 1850). These products are based solely on the HD projections listed in Table 1. The largest changes in flood risk are simulated in mixed-rain-and-snow basins. The CBCCSP was developed to address these diverse needs. are estimated by the VIC hydrologic model (discussed below) using empirical methods described by Kimball, Running and Nemani (Citation1997) and Thornton and Running (Citation1999). Even with substantial cuts to greenhouse gas emissions, scientists expect our climate to continue changing over the coming decades. Figure 8 shows hydrographs from selected basins with different hydrologic classifications (snowmelt-dominant, mixed-rain-and-snow, and rain-dominant) in the United States and Canada. Littell, J. S., Elsner, M. M., Mauger, G. S., Lutz, E. R., Hamlet, A. F., & Salath, E. P. (2011). Agencies at the state and local levels were similarly engaged, two notable examples in the PNW being King County, Washington (Casola et al., Citation2005), and the WDOE, which manages (among many other water-related issues) the state's water resources and water quality permitting programs. unpublished manuscript). Using the VIC model, Mote, Hamlet, Clark, and Lettenmaier (Citation2005), Mote, Hamlet, and Salath (Citation2008), for example, showed excellent reproduction of observed trends in 1 April SWE over both the PNW as a whole and over the Cascade Range in Oregon and Washington. By that same year, a large number of natural resources management agencies in the US federal system (e.g., the USFS, USNPS, USBR, USFWS, FERC, FEMA, NMFS) were actively engaged in educating and training their upper-level leadership and staff about climate change and were attempting to acquire appropriate data and information to support long-term planning and develop long-term climate change adaptation strategies. For information on past projects, see our Projects Archive. From ecosystems, communities, and infrastructure, to our way of lifeeverything will be affected. Mostly cloudy, with a high . Each product is provided as a gridded file (one file for each variable and calendar month) in ASCII format. This study represents one of the first attempts to dynamically couple a sophisticated, physically based hydrologic model with a detailed crop model to estimate the integrated impacts on water supply and crop viability at a range of spatial scales. 8) experience little change in the shape of the monthly hydrograph because there is only occasional low-elevation snow in mid-winter in the twentieth century base case; therefore, there is relatively little sensitivity of monthly runoff timing to warming. For climate change studies in the western United States where snow is an important element of the hydrologic cycle, the model's use of a sophisticated energy-balance snow model, which incorporates important effects on snow accumulation and melt associated with vegetation canopy (Andreadis, Storck, & Lettenmaier, Citation2009) has been a notable advantage. Thanks to Sean Fleming (Environment Canada) for spearheading this contribution to Atmosphere-Ocean. Saturday: Mostly cloudy with a 20 percent chance of rain. Northeast wind 5 to 10 mph. Associated shifts in streamflow timing from spring and summer to winter are also evident in basins with significant snow accumulation in winter (for the current climate). Nakienovi, N., Alcamo, J., Davis, G., De Vries, B., Fenhann, J., Gaffin, S.,Dadi, Z. Naturalized or modified flow data were available at a number of locations in the PNW. REVEL=Columbia River at Revelstoke Dam, CORRA=Kootenay River at Corra Linn Dam, WANET=Pend Oreille River at Waneta Dam, LIBBY=Kootenai (Kootenay) River at Libby Dam, DWORS=N. Fork Clearwater River at Dworshak Dam, MILNE=Snake River at Milner, ICEHA=Snake River at Ice Harbor Dam, PRIRA=Columbia River at Priest Rapids Dam, YAPAR=Yakima River at Parker, DALLE=Columbia River at The Dalles, OR, WILFA=Willamette River above falls at Oregon City. These data are summarized in figures and tables prepared for each streamflow site discussed in Section 4. The CBCCSP, in particular, provided access to additional scenarios and downscaling methods that provided a range of hydrologic outcomes associated with uncertainty in the climate projections, which the WACCIA assessments largely did not. Changes in PET (PET3, see Table 2) and AET (see Table 2) are shown in Fig. These emerging needs ultimately led to the CBCCSP, and similar efforts in BC led by PCIC (Werner, Schnorbus, Shrestha, & Eckstrand, Citation2013). Either naturalized or modified flows (Crook, Citation1993) are used for bias correction of data provided in the site-specific products discussed below, with naturalized data taking precedence if available. Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine. Rain-dominant basins in the United States (e.g., Chehalis River at Grand Mound in Fig. 5 Examples of summary plots for monthly snow water equivalent (SWE) (mm) (averaged over the upstream basin area) and raw streamflow not adjusted for bias (cubic metres per second) for the Skagit River at Mount Vernon. A family of greenhouse gas emissions scenarios used in the IPCC effort (Nakienovi et al. The data is accessible for decision makers, researchers, students, professionals and the public. Fig. endstream endobj startxref The results were only slightly better than those achieved in the large-scale calibration. These basins experience dramatic losses of snowpack and substantial changes in seasonal flow timing (Fig. Site specific data [Data]. Hi/Low, RealFeel, precip, radar, & everything you need to be ready for the day, commute, and . (2000). Simulations of floods and extreme low flows increase in intensity for most of the river sites included in the study. Both calibration and validation periods were chosen to test model performance over a wide range of climate and streamflow conditions. Thursday Night Partly cloudy. Depending on their needs and/or level of technical sophistication, users can tap into the study databases at a number of different levels. NWPCC (Northwest Power and Conservation Council). Key products from the study include summary data for about 300 river locations in the PNW and monthly Geographic Information System products for 21 hydrologic variables over the entire study domain. Explore the basics of climate science arrow . Thus, by selecting 10 GCM scenarios with good historical performance that also spanned the range of impacts, we effectively reduced the computational and storage requirements of the CBCCSP by approximately a factor of two. To explore how much the model simulations might be improved by additional fine-scale calibration, we also recalibrated three additional smaller sites within the Pend Oreille River basin. Southwest wind 5 to 15 mph with gusts to around 25 mph. Retrieved from, Climate change and resource management in the Columbia River Basin. Building the Columbia Basin-Boundary Region's Capacity to Adapt to Climate Change. (unpublished manuscript). A calibrated 1/16 degree latitude-longitude resolution implementation of the VIC hydrologic model over the Columbia River basin was used to produce historical simulations and 77 future hydrologic projections associated with three different statistical downscaling methods and three future time periods (2020s, 2040s, and 2080s). Table 1 summarizes the 77 future meteorological forcing datasets that were prepared for the study. A number of sub-basins are nested within each other, as shown in the right panel along with their relative sizes. To minimize this data processing artifact, boundaries between months were smoothed while keeping the sum of daily streamflows equal to the original monthly values in the final product. Basin topographic map and smoothed basin boundary at 1/16 degree resolution. hL4+ze Additional meteorological forcings needed for hydrologic model simulations (e.g., net incoming long- and shortwave radiation, dew point temperature, etc.) The sweeping statements in the 2007 IPCC AR4 (Solomon et al., Citation2007) regarding the scientific consensus on observed warming (unequivocal) and the direct human role in the alteration of the climate system (90% confidence) made it clear to many management professionals that the waiting game for climate change planning was nearing an end. This advance through the native forest has been driven, primarily, by cattle ranching. Even with substantial cuts to greenhouse gas emissions, scientists expect our climate to continue changing over the coming decades. Many locations could see increases of 100% or more in the 50-year and 100-year flood magnitude, with some smaller tributaries potentially seeing increases of as much as 175%. Registered in England & Wales No. Using these resources, other modelling groups can carry out their own investigations of hydrologic impacts using either their own hydrologic model (just using the driving data) or the VIC implementation from the CBCCSP. Ltude a produit une squence de traitements de donnes de bout en bout, la fine pointe, partant d'une sortie brute de modle climatique pour aboutir une srie de produits de modlisation hydrologique, qui sont offerts la communaut d'utilisateurs via une base de donnes Web. These products are available for all 77 climate scenarios listed in Table 1, as well as for the historical simulation. As a result the largest changes in snowpack are apparent in the simulations for relatively warm coastal mountain ranges, such as the Cascade Range, and at moderate elevation in the Rockies, where snowpack is most sensitive to changes in temperature of a few degrees Celsius. 2010. Atmosphere Ocean 51. Snover, A. K., Hamlet, A. F., Lee, S.-Y., Mantua, N. J., Salath, E. P. Jr, Steed, R., & Tohver, I. Ten GCM projections for the A1B scenario and nine projections for the B1 scenario (Table 1) were selected based on a ranking of the GCMs reflecting the combined ability of each GCM to reproduce key features of PNW climate variability, including the seasonal cycle of precipitation, observed trends in temperature in the late twentieth century, bias in reproducing historical temperature and precipitation, and ability to capture key features of observed climate variability (spatial patterns of temperature, pressure, and precipitation) over the North Pacific (Mote & Salath, Citation2010). Source: Bonneville Power Administration. hb```"V* aB@{= ,!It#GjWeyP1% Gridded datasets provide full spatial coverage (i.e., all grid cells in the model domain) at monthly time scales, of the key hydroclimatic variables listed in Table 2. Lows in the upper 40s to lower 50s. Additional details on the approach and methods are available in the CBCCSP study report (Hamlet, Carrasco, et al., Citation2010a). For the CD and HD downscaling methods, which construct a 91-year time series for both historical and future time periods, three future time periods were selected: 2020s (20102039), 2040s (20302059), and 2080s (20702099). But as researchers continue to fine tune climate models, shifting demand for water now must be accounted for, say Washington State University scientists. It was also well understood by practitioners at CIG that aquatic and terrestrial ecosystem researchers, managers, and stakeholders needed a similar, but more comprehensive, data resource to support long-term planning and the development of climate change adaptation strategies at the landscape scale. Lows in the lower 50s. Forest ecosystems, disturbance, and climatic change in Washington State, USA, Regional scale hydrology: I. Formulation of the VIC-2L model coupled to a routing model, A Pacific interdecadal climate oscillation with impacts on salmon production, Climate change impacts on streamflow extremes and summertime stream temperature and their possible consequences for freshwater salmon habitat in Washington State, Uncertainty in hydrologic impacts of climate change in the Sierra Nevada, California under two emissions scenarios, Uncertainty in projections of streamflow changes due to climate change in California, Climate change predicted to shift wolverine distributions, connectivity, and dispersal corridors, The WCRP CMIP3 multi-model dataset: A new era in climate change research, Assessing regional impacts and adaptation strategies for climate change: The Washington Climate Change Impacts Assessment as a case study, Pacific Northwest regional assessment: The impacts of climate variability and climate change on the water resources of the Columbia River basin, Climate-driven variability and trends in mountain snowpack in western North America, Declining mountain snowpack in western North America. In 2021, these livestock operations alone accounted for 75% of deforestation on public lands, according to a study by the Amazon Environmental Research Institute (IPAM).. Those who lack their own hydrologic model, but wish to make additional runs themselves, can obtain the calibrated VIC model implementation. Lvapotranspiration potentielle augmente dans la majeure partie de la rgion du Pacifique et du NordOuest en t cause des tempratures plus leves; cependant, lvaporation relle est rduite dans presque tous les secteurs du domaine parce que lvapotranspiration est principalement limite par l'eau en t et les prcipitations estivales diminuent dans les simulations. Current weather in Queens Cup Basin and forecast for today, tomorrow, and next 14 days Fig. Funding was received by WSU to carry out research quantifying crop water demand, water resources system performance, and economic impacts under current climate conditions and a range of future climate scenarios. However, some areas west of the Cascade Range and in the northern Rockies show increasing AET. (*Modified flows are essentially naturalized flows with a consistent level of consumptive demand for water supply subtracted for the entire time series.). Corresponding shifts in the seasonal timing of streamflow are also relatively small in the Canadian CRB until late in the twenty-first century. However, our goal in this case was not to reduce the range of uncertainty by selecting a smaller group of GCMs. These data were compiled from naturalization studies prepared for the BPA (Crook, Citation1993), WDOE (Flightner, Citation2008), OWRD (Cooper, Citation2002), IDWR, and the USBR. Note the relative insensitivity of SWE to warming in the coldest, and most heavily snowmelt-dominant, areas in the northern tip of the CRB in British Columbia in comparison with the rest of the domain. Summary information and statistics: geographic location, basin area, calibration statistics (if available), links to the USGS or ECAN websites, and so forth. Contact Carri Hessman Program Manager (208) 378-5106 chessman@usbr.gov Bureau of Reclamation Instead, these areas respond primarily to projected changes in precipitation until late in the twenty-first century, and in fact some of these areas show modest increases in SWE (about +5%) until the middle of the twenty-first century under the combined effects of warming and increasing cool season precipitation. The Columbia Basin Climate Change Scenarios Project (CBCCSP) was conceived as a comprehensive hydrologic database to support climate change planning, impacts assessment, and adaptation in the Pacific Northwest (PNW) by a diverse user community with varying technical capacity over a wide range of spatial scales. The Hot and the Cold of It Summer comes on strong. (2010). Figure 10 shows a map of Q100 ratios (future Q100 to historical Q100) for 297 river locations and a scatterplot of the Q100 ratio as a function of winter temperature regime in each basin. (Citation2010) over the entire PNW (Tohver et al. Gridded meteorological datasets (daily total precipitation and maximum and minimum daily temperature) at 1/16 degree latitude-longitude resolution (approximately 7km by 5km) were constructed for the study from observed station records for the period 1915 to 2006. Produced by, Clean Energy and Green Building Major Projects, Private and public sector clean energy and green building construction projects valued at $15M or more for the 3rd quarter of each year. West-wide studies to support USFS and USFWS needs (including current efforts to include California) will have a budget of less than half this amount, a level of efficiency that would not have been achievable without the CBCCSP pilot effort. . The Columbia River basin will see an increase in flooding over the next 50 years as a result of climate change, new modeling from Oregon State University indicates. An understanding of the basin's transboundary nature has also informed CIG's hydrologic modelling studies, which have consistently provided complete coverage of the Canadian and US portions of the basin. The NSE scores for about 20 sites are marginal (between 0.3 and 0.7). Also, at about this time, successful lawsuits challenging NEPA studies because they had not addressed climate change effects began to appear (Hamlet, Citation2011). The process was also significantly improved by researchers at PCIC who reconfigured and optimized the code to run more efficiently on a Linux cluster (Schnorbus, Bennett, Werner, & Berland, Citation2011). The top two panels show the Nash Sutcliffe Efficiency (NSE) (left) and R 2 (right) for the calibration period, while the two lower panels show NSE (left) and R 2 (right) for the validation period. Temperature and precipitation vary greatly with elevation, but in the central basin January average daily temperatures are between about 25 and 30 F (4 and 1 C), and July averages are mostly between 70 and 75 F (21 and 24 C). The first nine months of the dataset were used for hydrologic model spin-up, resulting in 91 water years (OctoberSeptember) of usable historical data from the hydrologic model simulations.

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